ICCS Summer school 2023
2023-10-23
Over the ML sessions at the summer school we have learnt about:
using:
See review of Kashinath et al. (2021)
Climate models are large, complex, many-part systems.
We typically think of Deep Learning as an end-to-end process;
a black box with an input and an output.
Who’s that Pokémon?
\[\begin{bmatrix}\vdots\\a_{23}\\a_{24}\\a_{25}\\a_{26}\\a_{27}\\\vdots\\\end{bmatrix}=\begin{bmatrix}\vdots\\0\\0\\1\\0\\0\\\vdots\\\end{bmatrix}\] It’s Pikachu!
Neural Net by 3Blue1Brown under fair dealing.
Pikachu © The Pokemon Company, used under fair dealing.
Neural Net by 3Blue1Brown under fair dealing.
Pikachu © The Pokemon Company, used under fair dealing.
2 approaches:
Additional challenges:
Image by Earth Lab
Line plot image from Bi et al. (2023)
Global image from NVIDIA FourCastNet
How should we prepare our training data?